Bug fix

Author: fernbach

0_Running_TensorFlow_In_SageMaker.ipynb

@@ -61,61 +61,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Using TensorFlow backend.\n",
-      "2019-07-08 09:11:31.335035: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX512F\n",
-      "2019-07-08 09:11:31.357245: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2500000000 Hz\n",
-      "2019-07-08 09:11:31.357494: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x56093ec8b4a0 executing computations on platform Host. Devices:\n",
-      "2019-07-08 09:11:31.357516: I tensorflow/compiler/xla/service/service.cc:158]   StreamExecutor device (0): <undefined>, <undefined>\n",
-      "2019-07-08 09:11:31.357709: I tensorflow/core/common_runtime/process_util.cc:71] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.\n",
-      "INFO:root:getting data\n",
-      "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py:3632: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
-      "Instructions for updating:\n",
-      "Colocations handled automatically by placer.\n",
-      "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/ops/control_flow_ops.py:3632: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
-      "Instructions for updating:\n",
-      "Colocations handled automatically by placer.\n",
-      "INFO:root:configuring model\n",
-      "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
-      "Instructions for updating:\n",
-      "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
-      "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
-      "Instructions for updating:\n",
-      "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
-      "INFO:root:Starting training\n",
-      "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
-      "Instructions for updating:\n",
-      "Use tf.cast instead.\n",
-      "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
-      "Instructions for updating:\n",
-      "Use tf.cast instead.\n",
-      "Train on 128 samples, validate on 128 samples\n",
-      "Epoch 1/1\n",
-      "312/312 [==============================] - 90s 290ms/step - loss: 1.8190 - acc: 0.3313 - val_loss: 1.8570 - val_acc: 0.3467\n",
-      "INFO:root:Test loss:1.8503627074070466\n",
-      "INFO:root:Test accuracy:0.3541666666666667\n",
-      "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/saved_model/signature_def_utils_impl.py:205: build_tensor_info (from tensorflow.python.saved_model.utils_impl) is deprecated and will be removed in a future version.\n",
-      "Instructions for updating:\n",
-      "This function will only be available through the v1 compatibility library as tf.compat.v1.saved_model.utils.build_tensor_info or tf.compat.v1.saved_model.build_tensor_info.\n",
-      "WARNING:tensorflow:From /home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/saved_model/signature_def_utils_impl.py:205: build_tensor_info (from tensorflow.python.saved_model.utils_impl) is deprecated and will be removed in a future version.\n",
-      "Instructions for updating:\n",
-      "This function will only be available through the v1 compatibility library as tf.compat.v1.saved_model.utils.build_tensor_info or tf.compat.v1.saved_model.build_tensor_info.\n",
-      "INFO:tensorflow:No assets to save.\n",
-      "INFO:tensorflow:No assets to save.\n",
-      "INFO:tensorflow:No assets to write.\n",
-      "INFO:tensorflow:No assets to write.\n",
-      "INFO:tensorflow:SavedModel written to: ./logs/1/saved_model.pb\n",
-      "INFO:tensorflow:SavedModel written to: ./logs/1/saved_model.pb\n",
-      "INFO:root:Model successfully saved at: ./logs\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!mkdir -p logs\n",
     "!python training_script/cifar10_keras.py --model_dir ./logs \\\n",
@@ -369,5 +317,5 @@
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }

training_script/cifar10_keras.py

@@ -26,7 +26,7 @@
 from keras.models import Sequential
 from keras.optimizers import Adam, SGD, RMSprop
 import tensorflow as tf
-# from keras import backend as K
+from keras import backend as K
 
 sess = tf.Session()
 K.set_session(sess)